{"id":"W3122938643","doi":"10.1111/bcp.14755","title":"Predicting mortality from acetaminophen poisoning shortly after hospital presentation","year":2021,"lang":"en","type":"article","venue":"British Journal of Clinical Pharmacology","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto; Dalhousie University; University of British Columbia; Centre for Drug Research and Development; Alberta Children's Hospital; South Health Campus; University of Calgary; University of Alberta; Queen's University; Alberta Health Services","funders":"Research Services, University of Calgary; Alberta Innovates; American College of Medical Toxicology; Alberta Health Services","keywords":"Medicine; Acetaminophen; Ingestion; Case fatality rate; Hepatic encephalopathy; Internal medicine; Anesthesia; Emergency medicine; Epidemiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009474132,0.0004584241,0.0003146671,0.001154397,0.0004011171,0.000831886,0.000425605,0.0006251422,0.001390804],"category_scores_gemma":[0.007059428,0.0001681915,0.0004516295,0.0005395408,0.0002367327,0.0006448526,0.0008548839,0.0006948168,0.0004641881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003829468,"about_ca_system_score_gemma":0.0005718303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007067589,"about_ca_topic_score_gemma":0.007157609,"domain_scores_codex":[0.9995327,0.0001024464,0.00007420765,0.00007888349,0.00009042588,0.0001212616],"domain_scores_gemma":[0.9959273,0.001022192,0.001605109,0.0001120032,0.000641797,0.0006914851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000850304,0.000007550274,0.9986683,0.000004454161,0.000007949599,0.00004867853,0.00002296168,0.00006469049,0.0000717728,0.000004222089,0.00005030659,0.0009640446],"study_design_scores_gemma":[0.000005700693,0.0001573444,0.9975956,0.00002337558,0.0000229244,0.000456673,0.0002530731,0.001108361,0.0001743904,0.00003900929,0.0001564524,0.000006987606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980379,0.0004067827,0.0002994783,0.0001106271,0.00002123831,0.00001478643,0.0003655631,0.00001555841,0.0007279821],"genre_scores_gemma":[0.9990988,0.0001103941,0.0001630826,0.00001838997,0.00001797293,0.000003874957,0.0004979153,0.000001609705,0.00008796235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007067589,"threshold_uncertainty_score":0.01405293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.176561634338973,"score_gpt":0.5046679569565375,"score_spread":0.3281063226175646,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}